Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "45"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 45 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 50 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 48 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 45, Node N05:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.394062 5.058606 -0.973553 0.879410 1.377579 3.673567 -0.272328 13.695917 0.7388 0.7043 0.3519 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.646006 6.108953 0.318750 1.513440 0.248451 2.780514 1.181537 51.907277 0.7071 0.6632 0.3995 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.648346 2.491445 0.260789 0.922454 0.812384 0.259228 -0.158695 24.207978 0.7020 0.6574 0.3905 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.427989 0.609396 -0.042249 1.411221 -0.221026 2.489502 0.100678 18.598924 0.6880 0.6983 0.4005 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.566652 -0.125953 0.398322 1.024401 0.635855 -0.644898 0.093811 24.430089 0.7160 0.6820 0.3990 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.420826 0.002227 0.373122 0.555243 0.257826 1.932434 0.074495 21.300498 0.7222 0.6774 0.3995 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.538294 0.129171 0.524761 0.864306 1.147371 -1.171329 -0.102448 10.412774 0.7256 0.6816 0.3968 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.548724 -0.029735 0.521300 0.859047 1.894087 -1.038233 -0.148954 22.414157 0.7362 0.6879 0.4098 2.745878 2.301430
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.021937 -0.219486 -0.115197 -0.374516 1.547040 1.894560 0.516719 16.422285 0.0275 0.0251 0.0015 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.459267 0.889520 0.477684 0.065809 -0.156639 1.201909 -0.112754 20.013957 0.7287 0.7016 0.3939 2.993454 2.515065
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.667857 0.882859 0.230845 0.028688 1.094007 1.134436 -0.408647 13.553773 0.7042 0.7098 0.4280 3.261765 2.695675
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.742849 0.936724 -0.266831 -0.408865 1.058746 1.511798 1.720607 24.815364 0.7295 0.7411 0.4268 2.848527 2.456365
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.322411 0.147994 -0.388426 -0.251757 1.281082 1.614826 0.605533 27.101867 0.7500 0.6902 0.4187 2.990637 2.579208
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.00% 0.312477 -0.310792 -0.864688 0.475681 0.635865 0.973892 -1.122943 1.703720 0.8418 0.8398 0.2314 2.743425 2.751240
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.323272 -0.899823 -0.763168 0.194252 -0.262585 1.226943 0.601334 24.768792 0.7629 0.7528 0.3412 3.131784 2.935389
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.822520 -0.770676 -0.337865 -0.158418 0.308886 1.459648 0.111245 36.235589 0.0488 0.0495 0.0022 1.198563 1.198054
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.524230 -0.510927 0.245006 -0.793629 1.664474 1.060329 -0.169578 24.484781 0.0499 0.0523 0.0020 1.204022 1.205015
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.383336 -0.498630 -0.900849 -1.131271 1.541674 1.585424 -0.077816 23.432069 0.0524 0.0521 0.0025 1.188256 1.187993
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.135340 -0.229342 -0.441984 -0.617048 -0.495054 1.035548 -0.463991 18.621617 0.0410 0.0466 0.0020 1.204234 1.206652
2459846 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.374879 -0.147548 -0.771726 -0.682890 1.231890 1.375134 -0.298789 11.988057 0.0524 0.0442 0.0026 1.215380 1.209432
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.247311 -0.151229 -0.873511 0.096950 1.509809 1.537592 -0.363344 14.004415 0.7567 0.7665 0.3602 5.291789 4.898833
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.438611 0.846819 0.964423 1.242493 1.832837 4.649721 1.243927 18.352355 0.0258 0.0247 0.0010 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% -0.925969 0.778592 -0.904342 -1.155141 0.388619 0.113210 -0.507676 17.027346 0.7568 0.7606 0.3808 4.588113 3.786458
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.018233 2.163239 -1.693799 -1.914457 1.605644 2.442053 0.657040 0.931361 0.0246 0.0236 0.0013 nan nan
2459839 digital_ok 0.00% - - - - - -0.674835 0.028956 0.686177 0.775672 0.394109 0.212453 0.409511 0.654740 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.645928 2.018922 -0.753666 0.093917 3.051056 2.430934 -0.290755 27.026783 0.7248 0.6602 0.4265 5.187539 4.931978
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0314 0.0350 0.0015 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.389460 -0.043912 -0.638038 0.745013 14.719252 6.003578 15.661335 27.371574 0.0319 0.0358 0.0034 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.994642 -0.248381 -0.951538 -0.767186 0.993096 4.795321 1.187291 21.526086 0.0269 0.0295 0.0017 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.026876 0.413645 -1.092850 0.429003 0.883085 2.109787 -0.134458 17.670046 0.8119 0.4982 0.6089 4.137229 3.529207
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.964068 -0.736239 1.217695 1.477257 1.366100 3.342578 0.458780 0.775813 0.0255 0.0282 0.0020 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.144941 0.594581 -1.087311 0.807571 -1.441207 0.832968 0.289353 57.350053 0.8012 0.4871 0.6071 5.734624 4.813778
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.305120 2.334292 -0.073563 0.242086 1.306643 3.606556 1.026370 72.763894 0.7380 0.6213 0.4514 0.000000 0.000000
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.169639 0.988667 -0.149323 0.624699 1.914056 0.315033 1.021389 22.031588 0.7967 0.5080 0.5802 3.378966 2.386230
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.106978 1.284020 -0.642899 -0.248805 -0.122389 0.255664 -0.513082 3.022283 0.7469 0.6298 0.4539 1.104317 0.985382
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.162480 0.612062 -0.820218 0.051157 -1.336178 0.005720 0.272498 14.181210 0.7907 0.5295 0.5530 7.294896 7.503187
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.022322 0.502805 -0.925892 0.660595 -0.668290 0.038687 -0.643667 0.252718 0.7888 0.5278 0.5614 1.350331 1.083817
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.222986 1.945741 -0.972014 0.083162 -0.299619 1.379447 0.254403 5.843735 0.6805 0.6658 0.4122 7.535720 9.409277
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.332779 0.191154 -0.780729 0.652576 -0.923591 -0.533018 0.586265 9.160366 0.7398 0.5827 0.5119 3.443867 3.416652
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.137527 0.471937 -0.523516 0.292656 -0.705607 -0.632628 -0.475323 0.556394 0.7902 0.5580 0.5558 1.515803 1.285624
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.290104 0.824591 -0.712804 0.042628 -0.142679 -1.026664 -1.465789 -0.581420 0.7910 0.5854 0.5540 1.546710 1.427383
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.166427 1.061316 -0.407194 -0.299264 1.704718 2.690597 0.062792 9.821000 0.7677 0.6659 0.4341 4.434234 4.316832
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 7.89% -0.407493 0.311281 -0.473605 0.151546 -0.287086 -1.376161 -0.588995 0.002328 0.8136 0.6574 0.5199 1.678646 1.619811
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.419645 0.658961 -1.133848 0.875653 -0.750437 0.036013 0.410800 15.197941 0.8470 0.5802 0.6041 3.341161 3.191153
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.200291 0.405767 -1.112803 0.640592 -0.858784 -0.729421 0.183824 11.516964 0.8050 0.6606 0.5327 3.453919 2.859153
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 45: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 13.695917 -0.394062 5.058606 -0.973553 0.879410 1.377579 3.673567 -0.272328 13.695917

Antenna 45: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 51.907277 6.108953 -1.646006 1.513440 0.318750 2.780514 0.248451 51.907277 1.181537

Antenna 45: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 24.207978 -0.648346 2.491445 0.260789 0.922454 0.812384 0.259228 -0.158695 24.207978

Antenna 45: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 18.598924 -0.427989 0.609396 -0.042249 1.411221 -0.221026 2.489502 0.100678 18.598924

Antenna 45: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 24.430089 -0.125953 -0.566652 1.024401 0.398322 -0.644898 0.635855 24.430089 0.093811

Antenna 45: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 21.300498 -0.420826 0.002227 0.373122 0.555243 0.257826 1.932434 0.074495 21.300498

Antenna 45: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 10.412774 -0.538294 0.129171 0.524761 0.864306 1.147371 -1.171329 -0.102448 10.412774

Antenna 45: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 22.414157 -0.029735 -0.548724 0.859047 0.521300 -1.038233 1.894087 22.414157 -0.148954

Antenna 45: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 16.422285 -0.219486 -0.021937 -0.374516 -0.115197 1.894560 1.547040 16.422285 0.516719

Antenna 45: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 20.013957 -0.459267 0.889520 0.477684 0.065809 -0.156639 1.201909 -0.112754 20.013957

Antenna 45: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 13.553773 0.882859 -0.667857 0.028688 0.230845 1.134436 1.094007 13.553773 -0.408647

Antenna 45: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 24.815364 0.936724 -0.742849 -0.408865 -0.266831 1.511798 1.058746 24.815364 1.720607

Antenna 45: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 27.101867 0.147994 -0.322411 -0.251757 -0.388426 1.614826 1.281082 27.101867 0.605533

Antenna 45: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 1.703720 0.312477 -0.310792 -0.864688 0.475681 0.635865 0.973892 -1.122943 1.703720

Antenna 45: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 24.768792 -0.323272 -0.899823 -0.763168 0.194252 -0.262585 1.226943 0.601334 24.768792

Antenna 45: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 36.235589 -0.822520 -0.770676 -0.337865 -0.158418 0.308886 1.459648 0.111245 36.235589

Antenna 45: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 24.484781 -0.524230 -0.510927 0.245006 -0.793629 1.664474 1.060329 -0.169578 24.484781

Antenna 45: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 23.432069 -0.498630 -0.383336 -1.131271 -0.900849 1.585424 1.541674 23.432069 -0.077816

Antenna 45: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 18.621617 -0.229342 -0.135340 -0.617048 -0.441984 1.035548 -0.495054 18.621617 -0.463991

Antenna 45: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 11.988057 -0.374879 -0.147548 -0.771726 -0.682890 1.231890 1.375134 -0.298789 11.988057

Antenna 45: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 14.004415 -0.151229 0.247311 0.096950 -0.873511 1.537592 1.509809 14.004415 -0.363344

Antenna 45: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 18.352355 -0.438611 0.846819 0.964423 1.242493 1.832837 4.649721 1.243927 18.352355

Antenna 45: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 17.027346 0.778592 -0.925969 -1.155141 -0.904342 0.113210 0.388619 17.027346 -0.507676

Antenna 45: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Variability 2.442053 0.018233 2.163239 -1.693799 -1.914457 1.605644 2.442053 0.657040 0.931361

Antenna 45: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Power 0.775672 0.028956 -0.674835 0.775672 0.686177 0.212453 0.394109 0.654740 0.409511

Antenna 45: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 27.026783 2.018922 -0.645928 0.093917 -0.753666 2.430934 3.051056 27.026783 -0.290755

Antenna 45: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 27.371574 -0.043912 -1.389460 0.745013 -0.638038 6.003578 14.719252 27.371574 15.661335

Antenna 45: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 21.526086 -0.248381 -0.994642 -0.767186 -0.951538 4.795321 0.993096 21.526086 1.187291

Antenna 45: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 17.670046 0.026876 0.413645 -1.092850 0.429003 0.883085 2.109787 -0.134458 17.670046

Antenna 45: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Variability 3.342578 -0.964068 -0.736239 1.217695 1.477257 1.366100 3.342578 0.458780 0.775813

Antenna 45: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 57.350053 -0.144941 0.594581 -1.087311 0.807571 -1.441207 0.832968 0.289353 57.350053

Antenna 45: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 72.763894 2.334292 -0.305120 0.242086 -0.073563 3.606556 1.306643 72.763894 1.026370

Antenna 45: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 22.031588 0.988667 0.169639 0.624699 -0.149323 0.315033 1.914056 22.031588 1.021389

Antenna 45: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 3.022283 0.106978 1.284020 -0.642899 -0.248805 -0.122389 0.255664 -0.513082 3.022283

Antenna 45: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 14.181210 0.612062 0.162480 0.051157 -0.820218 0.005720 -1.336178 14.181210 0.272498

Antenna 45: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Power 0.660595 0.502805 -0.022322 0.660595 -0.925892 0.038687 -0.668290 0.252718 -0.643667

Antenna 45: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 5.843735 -0.222986 1.945741 -0.972014 0.083162 -0.299619 1.379447 0.254403 5.843735

Antenna 45: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 9.160366 0.191154 0.332779 0.652576 -0.780729 -0.533018 -0.923591 9.160366 0.586265

Antenna 45: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 0.556394 0.137527 0.471937 -0.523516 0.292656 -0.705607 -0.632628 -0.475323 0.556394

Antenna 45: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Shape 0.824591 0.824591 -0.290104 0.042628 -0.712804 -1.026664 -0.142679 -0.581420 -1.465789

Antenna 45: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 9.821000 -0.166427 1.061316 -0.407194 -0.299264 1.704718 2.690597 0.062792 9.821000

Antenna 45: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Shape 0.311281 -0.407493 0.311281 -0.473605 0.151546 -0.287086 -1.376161 -0.588995 0.002328

Antenna 45: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 15.197941 0.658961 0.419645 0.875653 -1.133848 0.036013 -0.750437 15.197941 0.410800

Antenna 45: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 11.516964 0.405767 -0.200291 0.640592 -1.112803 -0.729421 -0.858784 11.516964 0.183824

Antenna 45: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 45: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: